{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "56c7b422",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading 6 test images ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████| 6/6 [00:02<00:00,  2.76it/s]\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import time\n",
    "import os\n",
    "import numpy as np\n",
    "from models.networks import NGP\n",
    "from models.rendering import render\n",
    "from metrics import psnr\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm.notebook import tqdm\n",
    "from datasets import dataset_dict\n",
    "from datasets.ray_utils import get_rays\n",
    "from utils import load_ckpt\n",
    "from train import depth2img\n",
    "import imageio\n",
    "\n",
    "dataset_name = 'colmap'\n",
    "scene = 'silica'\n",
    "dataset = dataset_dict[dataset_name](\n",
    "    f'/home/ubuntu/data/nerf_data/my/{scene}',\n",
    "    split='test', downsample=1.0/4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "914db0fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GridEncoding: Nmin=16 b=1.38191 F=2 T=2^19 L=16\n"
     ]
    }
   ],
   "source": [
    "model = NGP(scale=0.5*2).cuda()\n",
    "load_ckpt(model, f'ckpts/{dataset_name}/{scene}/epoch=19_slim.ckpt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "60e6be07",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean PSNR: 37.23, min: 37.23, max: 37.23\n",
      "mean time: 0.5969 s, FPS: 1.68\n",
      "mean samples per ray: 4.64\n"
     ]
    }
   ],
   "source": [
    "psnrs = []; ts = []; imgs = []; depths = []\n",
    "# os.makedirs(f'results/{dataset_name}/{scene}_traj', exist_ok=True)\n",
    "\n",
    "for img_idx in [0]:#tqdm(range(len(dataset))):\n",
    "    t = time.time()\n",
    "    rays_o, rays_d = get_rays(dataset.directions.cuda(), dataset[img_idx]['pose'].cuda())\n",
    "    results = render(model, rays_o, rays_d,\n",
    "                     **{'test_time': True,\n",
    "                        'T_threshold': 1e-2,\n",
    "                        'exp_step_factor': 1/256})\n",
    "    torch.cuda.synchronize()\n",
    "    ts += [time.time()-t]\n",
    "\n",
    "#     pred = results['rgb'].reshape(dataset.img_wh[1], dataset.img_wh[0], 3).cpu().numpy()\n",
    "#     pred = (pred*255).astype(np.uint8)\n",
    "#     depth = results['depth'].reshape(dataset.img_wh[1], dataset.img_wh[0]).cpu().numpy()\n",
    "#     depth_ = depth2img(depth)\n",
    "#     imgs += [pred]\n",
    "#     depths += [depth_]\n",
    "#     imageio.imwrite(f'results/{dataset_name}/{scene}_traj/{img_idx:03d}.png', pred)\n",
    "#     imageio.imwrite(f'results/{dataset_name}/{scene}_traj/{img_idx:03d}_d.png', depth_)\n",
    "\n",
    "    if dataset.split != 'test_traj':\n",
    "        rgb_gt = dataset[img_idx]['rgb'].cuda()\n",
    "        psnrs += [psnr(results['rgb'], rgb_gt).item()]\n",
    "if psnrs: print(f'mean PSNR: {np.mean(psnrs):.2f}, min: {np.min(psnrs):.2f}, max: {np.max(psnrs):.2f}')\n",
    "print(f'mean time: {np.mean(ts):.4f} s, FPS: {1/np.mean(ts):.2f}')\n",
    "print(f'mean samples per ray: {results[\"total_samples\"]/len(rays_d):.2f}')\n",
    "\n",
    "if len(imgs)>30:\n",
    "    imageio.mimsave(f'results/{dataset_name}/{scene}_traj/rgb.mp4', imgs, fps=30)\n",
    "    imageio.mimsave(f'results/{dataset_name}/{scene}_traj/depth.mp4', depths, fps=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e6ee0a72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(15, 12))\n",
    "plt.tight_layout()\n",
    "plt.subplot(221)\n",
    "plt.title('pred')\n",
    "pred = results['rgb'].reshape(dataset.img_wh[1], dataset.img_wh[0], 3).cpu().numpy()\n",
    "plt.imshow(pred)\n",
    "plt.subplot(222)\n",
    "plt.title('depth')\n",
    "depth = results['depth'].reshape(dataset.img_wh[1], dataset.img_wh[0]).cpu().numpy()\n",
    "depth_ = depth2img(depth)\n",
    "plt.imshow(depth_)\n",
    "plt.subplot(223)\n",
    "plt.title('opacity')\n",
    "plt.imshow(results['opacity'].reshape(dataset.img_wh[1], dataset.img_wh[0]).cpu().numpy(), 'bone')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "15dc7a8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from kornia.utils.grid import create_meshgrid3d\n",
    "import vren\n",
    "\n",
    "xyz = create_meshgrid3d(model.grid_size, model.grid_size, model.grid_size, False, dtype=torch.int32).reshape(-1, 3)\n",
    "# _density_bitfield = model.density_bitfield\n",
    "# density_bitfield = torch.zeros(model.cascades*model.grid_size**3//8, 8, dtype=torch.bool)\n",
    "# for i in range(8):\n",
    "#     density_bitfield[:, i] = _density_bitfield & torch.tensor([2**i], device='cuda')\n",
    "# density_bitfield = density_bitfield.reshape(model.cascades, model.grid_size**3).cpu()\n",
    "indices = vren.morton3D(xyz.cuda()).long()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0be455fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import mcubes\n",
    "import trimesh\n",
    "\n",
    "### Tune these parameters until the whole object lies tightly in range with little noise ###\n",
    "N = 128 # controls the resolution, set this number small here because we're only finding\n",
    "        # good ranges here, not yet for mesh reconstruction; we can set this number high\n",
    "        # when it comes to final reconstruction.\n",
    "xmin, xmax = -0.5, 0.5 # left/right range\n",
    "ymin, ymax = -0.5, 0.5 # forward/backward range\n",
    "zmin, zmax = -0.5, 0.5 # up/down range\n",
    "## Attention! the ranges MUST have the same length!\n",
    "sigma_threshold = 20. # controls the noise (lower=maybe more noise; higher=some mesh might be missing)\n",
    "############################################################################################\n",
    "\n",
    "x = np.linspace(xmin, xmax, N)\n",
    "y = np.linspace(ymin, ymax, N)\n",
    "z = np.linspace(zmin, zmax, N)\n",
    "\n",
    "xyz = torch.FloatTensor(np.stack(np.meshgrid(x, y, z), -1).reshape(-1, 3)).cuda()\n",
    "\n",
    "with torch.no_grad():\n",
    "    sigma = model.density(xyz).cpu().numpy().astype(np.float32)\n",
    "\n",
    "sigma = sigma.reshape(N, N, N)\n",
    "# The below lines are for visualization, COMMENT OUT once you find the best range and increase N!\n",
    "vertices, triangles = mcubes.marching_cubes(sigma, sigma_threshold)\n",
    "mesh = trimesh.Trimesh(vertices/N, triangles)\n",
    "mesh.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ba97d6de",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from datasets.ray_utils import get_rays\n",
    "import plotly.graph_objects as go\n",
    "from collections import defaultdict\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "# cameras\n",
    "# TODO: add axes\n",
    "fx, fy, cx, cy = dataset.K[0, 0], dataset.K[1, 1], dataset.K[0, 2], dataset.K[1, 2]\n",
    "u = torch.FloatTensor([0, dataset.img_wh[0]-1, dataset.img_wh[0]-1, 0])\n",
    "v = torch.FloatTensor([0, 0, dataset.img_wh[1]-1, dataset.img_wh[1]-1])\n",
    "ds = torch.stack([(u-cx+0.5)/fx, (v-cy+0.5)/fy, torch.ones_like(u)], -1)\n",
    "\n",
    "xlines = []; ylines = []; zlines = []\n",
    "for ip in range(len(dataset.poses)):\n",
    "    o, d = get_rays(ds, torch.FloatTensor(dataset.poses[ip]))\n",
    "    o = o.numpy(); d = d.numpy()/10\n",
    "    od = o+d\n",
    "    xlines += [od[0, 0], od[1, 0], od[2, 0], od[3, 0], od[0, 0], None]\n",
    "    ylines += [od[0, 1], od[1, 1], od[2, 1], od[3, 1], od[0, 1], None]\n",
    "    zlines += [od[0, 2], od[1, 2], od[2, 2], od[3, 2], od[0, 2], None]\n",
    "    for i in range(4):\n",
    "        xlines += [o[i, 0], od[i, 0], None]\n",
    "        ylines += [o[i, 1], od[i, 1], None]\n",
    "        zlines += [o[i, 2], od[i, 2], None]\n",
    "fig.add_trace(\n",
    "    go.Scatter3d(\n",
    "        x=xlines,\n",
    "        y=ylines,\n",
    "        z=zlines,\n",
    "        mode='lines',\n",
    "        name='cameras',\n",
    "        marker=dict(size=1, color='black')\n",
    "    )\n",
    ")\n",
    "\n",
    "# RAYS\n",
    "try:\n",
    "    xlines = []; ylines = []; zlines = []\n",
    "    rays_ = rays.cpu().numpy()\n",
    "    for i in range(len(rays)):\n",
    "        xlines += [rays_[i, 0], rays_[i, 0]+3*rays_[i, 3], None]\n",
    "        ylines += [rays_[i, 1], rays_[i, 1]+3*rays_[i, 4], None]\n",
    "        zlines += [rays_[i, 2], rays_[i, 2]+3*rays_[i, 5], None]\n",
    "\n",
    "    fig.add_trace(\n",
    "        go.Scatter3d(\n",
    "            x=xlines,\n",
    "            y=ylines,\n",
    "            z=zlines,\n",
    "            mode='lines',\n",
    "            name='rays',\n",
    "            marker=dict(size=1, color='green')\n",
    "        )\n",
    "    )\n",
    "    xs = []; ys = []; zs = []\n",
    "    for i in range(len(rays)):\n",
    "        ray_idx, start_idx, N_samples = results['rays_a'][i].cpu().numpy()\n",
    "        for s in range(start_idx, start_idx+N_samples):\n",
    "            t = results['ts'][s].cpu().numpy()\n",
    "            xs += [rays_[ray_idx, 0]+t*rays_[ray_idx, 3]]\n",
    "            ys += [rays_[ray_idx, 1]+t*rays_[ray_idx, 4]]\n",
    "            zs += [rays_[ray_idx, 2]+t*rays_[ray_idx, 5]]\n",
    "\n",
    "    fig.add_trace(\n",
    "        go.Scatter3d(\n",
    "            x=xs,\n",
    "            y=ys,\n",
    "            z=zs,\n",
    "            mode='markers',\n",
    "            name='sample points',\n",
    "            marker=dict(size=2.5, color='blue'),\n",
    "        )\n",
    "    )\n",
    "except: pass\n",
    "\n",
    "try:\n",
    "    fig.add_trace(\n",
    "        go.Scatter3d(\n",
    "            x=dataset.pts3d[:, 0],\n",
    "            y=dataset.pts3d[:, 1],\n",
    "            z=dataset.pts3d[:, 2],\n",
    "            mode='markers',\n",
    "            name='scene pts',\n",
    "            marker=dict(size=0.4, color='red'),\n",
    "        )\n",
    "    )\n",
    "except: pass\n",
    "\n",
    "for ca in range(model.cascades):\n",
    "    s = min(2**(ca-1), model.scale)\n",
    "    xlines = [s, s, s, s, s, None, -s, -s, -s, -s, -s, None]\n",
    "    ylines = [-s, -s, s, s, -s, None, -s, -s, s, s, -s, None]\n",
    "    zlines = [s, -s, -s, s, s, None, s, -s, -s, s, s, None]\n",
    "    xlines += [s, -s, None, s, -s, None, s, -s, None, s, -s, None]\n",
    "    ylines += [-s, -s, None, -s, -s, None, s, s, None, s, s, None]\n",
    "    zlines += [s, s, None, -s, -s, None, -s, -s, None, s, s, None]\n",
    "    fig.add_trace(\n",
    "        go.Scatter3d(\n",
    "            x=xlines,\n",
    "            y=ylines,\n",
    "            z=zlines,\n",
    "            mode='lines',\n",
    "            name=f'bbox {ca}',\n",
    "            marker=dict(size=1, color='orange')\n",
    "        )\n",
    "    )\n",
    "\n",
    "try:\n",
    "    m = defaultdict(list)\n",
    "    cube_colors = ['lightgray', 'lightcyan', 'magenta']\n",
    "    for ca in range(model.cascades):\n",
    "        s = min(2**(ca-1), model.scale)\n",
    "        a = density_bitfield[ca, indices]\n",
    "        xyz_ = xyz[a]\n",
    "        if len(xyz_)==0: continue\n",
    "        for i in tqdm(range(len(xyz_))):\n",
    "            hs = s/model.grid_size\n",
    "            c = (xyz_[i].numpy()/(model.grid_size-1)*2-1)*(s-hs)\n",
    "            m['x'] += [(np.array([0, 0, 1, 1, 0, 0, 1, 1])-0.5)*2*hs+c[0]]\n",
    "            m['y'] += [(np.array([0, 1, 1, 0, 0, 1, 1, 0])-0.5)*2*hs+c[1]]\n",
    "            m['z'] += [(np.array([0, 0, 0, 0, 1, 1, 1, 1])-0.5)*2*hs+c[2]]\n",
    "            m['i'] += [np.array([7, 0, 0, 0, 4, 4, 6, 6, 4, 0, 3, 2])+len(m['i'])*8]\n",
    "            m['j'] += [np.array([3, 4, 1, 2, 5, 6, 5, 2, 0, 1, 6, 3])+len(m['j'])*8]\n",
    "            m['k'] += [np.array([0, 7, 2, 3, 6, 7, 1, 1, 5, 5, 7, 6])+len(m['k'])*8]\n",
    "        fig.add_trace(\n",
    "            go.Mesh3d(\n",
    "                x=np.concatenate(m['x']),\n",
    "                y=np.concatenate(m['y']),\n",
    "                z=np.concatenate(m['z']),\n",
    "                i=np.concatenate(m['i']),\n",
    "                j=np.concatenate(m['j']),\n",
    "                k=np.concatenate(m['k']),\n",
    "                color=cube_colors[ca],\n",
    "                name=f'occupied cells {ca}',\n",
    "                showlegend=True,\n",
    "                opacity=0.4**(ca+1)\n",
    "            )\n",
    "        )\n",
    "except: pass\n",
    "\n",
    "layout = go.Layout(scene=dict(aspectmode='data'), dragmode='orbit')\n",
    "fig.update_layout(layout)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29b7a41",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
